Project Overview

This project explores the role and influence of penalty kicks in professional soccer. Drawing on data from several top-tier and second-tier leagues around the world, the analysis aims to quantify how penalty kicks affect match outcomes, league standings, and individual scoring achievements.

Project Start: May 11, 2025
Most Recent Update: July 10, 2025
Project Completion: Ongoing

Introduction
Project Background (Discussion)
Data Collection (Code & Analysis)
Data Cleaning (Code & Analysis)

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